Plausibility and AI – more hints from the EPO on what is needed to support a technical effect?

A robotic hand holding a glowing DNA double helix against a digital, high-tech background with abstract data points and circuit-like elements.

Key to the success of a European patent application which seeks protection for an AI-focused invention is the demonstration of a technical effect. 

However, one issue, especially for the early-stage innovator, is that the AI model has often not been trained and implemented, so it is not always possible to provide all of the data that can support the technical effect. 

This may be problematic as it can undermine inventive step, which is often demonstrated using technical effect, and sufficiency, which is demonstrated based on the guidance provided in a patent application

G 2/21 and Technical EffectG 2/21 provided guidance on what can be used to support a credible technical effect and supports the possibility that post-published data can be used to support a technical effect, provided the data supports a technical effect which is consistent with what is provided in the application as filed. This has, in summary, been the approach which has been applied by EPO technical boards in multiple decisions since G 2/21, especially T 873/21, T 1551/22 and T 1994/22.

Applying G 2/21 to Software Inventions

Recently, the EPO looked at support for inventive step on a software invention in decision T 687/22. This related to occlusion cancellation in hearing devices. G 2/21 was cited in the decision, confirming its relevance to assessing technical effect of software inventions.

Specifically, the EPO cited reasons from G 2/21, which set out that:

“The technical problem must be derived from effects directly and causally related to the technical features of the claimed inventions. An effect could not be validly used in the formulation of the technical problem if the effect required additional information not at the disposal of the skilled person even after taking into account the content of the application in question.”

The EPO developed this further by confirming that a technical effect associated with the distinguishing features of the invention must be identified on the basis of the claim wording to establish a credible objective technical problem. That they have used the phrase “on the basis” indicates again that the technical problem must be based on what is in the application as filed (using features which are part of the claims), even if post-published data can be introduced. 

This decision does not really say anything different from what has gone before, in terms of the application of G 2/21, but it does confirm its relevance to software inventions. 

What’s Next for AI Patents and Technical Effect?

AI patent applications are treated very similarly to more general software applications and this decision gives us more guidance on how much we can rely on that post-published data if necessary. That is, post-published data can be relied upon, but the technical effect must still be identified based on the claim wording. 

Moving forward, it would be interesting to look at the limits to what post-published data can be used. Is there a time limit, for instance? What does “at the disposal of the skilled person” mean? 

We will continue to look at the development of this theme with regard to AI-focused patent applications.

Have questions or ready to get started? Talk to our team today — we're here to help.

The logo of the Financial Times features the bold initials "FT" in black on a beige background, with "Financial Times" written below in dark blue.
"IP STARS logo featuring bold dark blue text with a star in the letter 'A,' and yellow 'from Managing IP' text below, on a white background."
The logo of "The Legal 500" featuring the publication name in stylized text with a black and dark gray color scheme.
The SIAAM 300 logo features three red horizontal lines next to bold black and red text, with a minimalist design highlighting the brand name.
IAm 300 Global Leaders 2025 logo with black and red text and design elements on a gray background.
The SIAM 1000 logo features bold black and red text with three curved red lines on the left, creating a modern, dynamic design.
WTR 1000 logo with blue and black text and beige horizontal lines on a transparent background.
Logo featuring the words "LEXULOGY" and "INDEX" with a design of six dark circles arranged in two columns on the left side.
A round badge with a white interior and gold border, featuring a gold eagle emblem, Chinese characters on a red ribbon, and the text "2024" at the bottom.
The Déla Marken logo features three black stars with shooting lines inside a red circle and the words "DÉCIDEURS MAGAZINE" in bold black and red text below.
Logo for WIPR 2024 featuring the word "Diversity" and the phrase "Influential Woman in IP" on a teal background.
LBG logo featuring a purple circle with white text, alongside "Legal Benchmarking" and "Social Impact Awards 2024" in black and orange text.
A colorful icon with six petal-like shapes in blue, purple, green, and orange surrounding a central circle, with "IP INCLUSIVE" text and a tagline about diversity and inclusion.
A logo with interconnected circles forming a stylized design, accompanied by the text "ADAPT.legal" beneath it.
European Patent Pipeline Program (EPPP) logo with bold pink and dark blue text on a gray background.
Logo for the Legal Sustainability Alliance featuring the acronym "LSA" with leaf and wave designs, and text indicating membership for 2024.
A badge with a blue background, white text reads "Cyber Essentials Certified" with a green checkmark and a stylized checkmark graphic.
Cyber Essentials Plus logo with a blue and green checkmark next to the text on a dark background.
A stylized swoosh design in blue, green, and yellow colors with the text "bvea" and the tagline "invested in a better future" beneath it.
Green globe with swirling lines next to the text "United Kingdom Best Managed Companies" in black.